Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 610 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 62.7 KiB |
| Average record size in memory | 105.2 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 4 |
| Boolean | 1 |
season has constant value "" | Constant |
instant is highly overall correlated with dteday and 1 other fields | High correlation |
temp is highly overall correlated with atemp | High correlation |
atemp is highly overall correlated with temp | High correlation |
casual is highly overall correlated with registered and 1 other fields | High correlation |
registered is highly overall correlated with casual and 1 other fields | High correlation |
cnt is highly overall correlated with casual and 1 other fields | High correlation |
dteday is highly overall correlated with instant and 2 other fields | High correlation |
holiday is highly overall correlated with instant and 1 other fields | High correlation |
weekday is highly overall correlated with dteday | High correlation |
holiday is highly imbalanced (76.1%) | Imbalance |
instant is uniformly distributed | Uniform |
instant has unique values | Unique |
hr has 26 (4.3%) zeros | Zeros |
windspeed has 62 (10.2%) zeros | Zeros |
casual has 172 (28.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-10-19 13:44:37.467514 |
|---|---|
| Analysis finished | 2023-10-19 13:44:53.055272 |
| Duration | 15.59 seconds |
| Software version | ydata-profiling vv4.6.0 |
| Download configuration | config.json |
instant
Real number (ℝ)
HIGH CORRELATION  UNIFORM  UNIQUE 
| Distinct | 610 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 305.5 |
| Minimum | 1 |
|---|---|
| Maximum | 610 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 31.45 |
| Q1 | 153.25 |
| median | 305.5 |
| Q3 | 457.75 |
| 95-th percentile | 579.55 |
| Maximum | 610 |
| Range | 609 |
| Interquartile range (IQR) | 304.5 |
Descriptive statistics
| Standard deviation | 176.23611 |
|---|---|
| Coefficient of variation (CV) | 0.57687761 |
| Kurtosis | -1.2 |
| Mean | 305.5 |
| Median Absolute Deviation (MAD) | 152.5 |
| Skewness | 0 |
| Sum | 186355 |
| Variance | 31059.167 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.2% |
| 410 | 1 | 0.2% |
| 403 | 1 | 0.2% |
| 404 | 1 | 0.2% |
| 405 | 1 | 0.2% |
| 406 | 1 | 0.2% |
| 407 | 1 | 0.2% |
| 408 | 1 | 0.2% |
| 409 | 1 | 0.2% |
| 411 | 1 | 0.2% |
| Other values (600) | 600 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 610 | 1 | |
| 609 | 1 | |
| 608 | 1 | |
| 607 | 1 | |
| 606 | 1 | |
| 605 | 1 | |
| 604 | 1 | |
| 603 | 1 | |
| 602 | 1 | |
| 601 | 1 |
dteday
Categorical
HIGH CORRELATION 
| Distinct | 28 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 01-01-2011 | 24 |
|---|---|
| 21-01-2011 | 24 |
| 20-01-2011 | 24 |
| 17-01-2011 | 24 |
| 16-01-2011 | 24 |
| Other values (23) |
Length
| Max length | 10 |
|---|---|
| Median length | 10 |
| Mean length | 10 |
| Min length | 10 |
Characters and Unicode
| Total characters | 6100 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 01-01-2011 |
|---|---|
| 2nd row | 01-01-2011 |
| 3rd row | 01-01-2011 |
| 4th row | 01-01-2011 |
| 5th row | 01-01-2011 |
Common Values
| Value | Count | Frequency (%) |
| 01-01-2011 | 24 | 3.9% |
| 21-01-2011 | 24 | 3.9% |
| 20-01-2011 | 24 | 3.9% |
| 17-01-2011 | 24 | 3.9% |
| 16-01-2011 | 24 | 3.9% |
| 13-01-2011 | 24 | 3.9% |
| 10-01-2011 | 24 | 3.9% |
| 15-01-2011 | 24 | 3.9% |
| 08-01-2011 | 24 | 3.9% |
| 09-01-2011 | 24 | 3.9% |
| Other values (18) | 370 |
Length
| Value | Count | Frequency (%) |
| 01-01-2011 | 24 | 3.9% |
| 20-01-2011 | 24 | 3.9% |
| 17-01-2011 | 24 | 3.9% |
| 16-01-2011 | 24 | 3.9% |
| 13-01-2011 | 24 | 3.9% |
| 10-01-2011 | 24 | 3.9% |
| 15-01-2011 | 24 | 3.9% |
| 08-01-2011 | 24 | 3.9% |
| 09-01-2011 | 24 | 3.9% |
| 21-01-2011 | 24 | 3.9% |
| Other values (18) | 370 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2122 | |
| 0 | 1477 | |
| - | 1220 | |
| 2 | 857 | |
| 5 | 70 | 1.1% |
| 3 | 69 | 1.1% |
| 4 | 69 | 1.1% |
| 6 | 63 | 1.0% |
| 7 | 55 | 0.9% |
| 8 | 51 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4880 | |
| Dash Punctuation | 1220 | 20.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2122 | |
| 0 | 1477 | |
| 2 | 857 | |
| 5 | 70 | 1.4% |
| 3 | 69 | 1.4% |
| 4 | 69 | 1.4% |
| 6 | 63 | 1.3% |
| 7 | 55 | 1.1% |
| 8 | 51 | 1.0% |
| 9 | 47 | 1.0% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 1220 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 6100 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2122 | |
| 0 | 1477 | |
| - | 1220 | |
| 2 | 857 | |
| 5 | 70 | 1.1% |
| 3 | 69 | 1.1% |
| 4 | 69 | 1.1% |
| 6 | 63 | 1.0% |
| 7 | 55 | 0.9% |
| 8 | 51 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6100 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2122 | |
| 0 | 1477 | |
| - | 1220 | |
| 2 | 857 | |
| 5 | 70 | 1.1% |
| 3 | 69 | 1.1% |
| 4 | 69 | 1.1% |
| 6 | 63 | 1.0% |
| 7 | 55 | 0.9% |
| 8 | 51 | 0.8% |
season
Categorical
CONSTANT 
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| Spring |
|---|
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Characters and Unicode
| Total characters | 3660 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Spring |
|---|---|
| 2nd row | Spring |
| 3rd row | Spring |
| 4th row | Spring |
| 5th row | Spring |
Common Values
| Value | Count | Frequency (%) |
| Spring | 610 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| spring | 610 |
Most occurring characters
| Value | Count | Frequency (%) |
| S | 610 | |
| p | 610 | |
| r | 610 | |
| i | 610 | |
| n | 610 | |
| g | 610 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3050 | |
| Uppercase Letter | 610 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| p | 610 | |
| r | 610 | |
| i | 610 | |
| n | 610 | |
| g | 610 |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 610 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3660 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| S | 610 | |
| p | 610 | |
| r | 610 | |
| i | 610 | |
| n | 610 | |
| g | 610 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3660 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| S | 610 | |
| p | 610 | |
| r | 610 | |
| i | 610 | |
| n | 610 | |
| g | 610 |
hr
Real number (ℝ)
ZEROS 
| Distinct | 24 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.795082 |
| Minimum | 0 |
|---|---|
| Maximum | 23 |
| Zeros | 26 |
| Zeros (%) | 4.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 12 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 23 |
| Range | 23 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 6.8521071 |
|---|---|
| Coefficient of variation (CV) | 0.58092916 |
| Kurtosis | -1.1454554 |
| Mean | 11.795082 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | -0.072058919 |
| Sum | 7195 |
| Variance | 46.951372 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12 | 27 | 4.4% |
| 17 | 27 | 4.4% |
| 16 | 27 | 4.4% |
| 15 | 27 | 4.4% |
| 14 | 27 | 4.4% |
| 13 | 27 | 4.4% |
| 1 | 26 | 4.3% |
| 22 | 26 | 4.3% |
| 21 | 26 | 4.3% |
| 20 | 26 | 4.3% |
| Other values (14) | 344 |
| Value | Count | Frequency (%) |
| 0 | 26 | |
| 1 | 26 | |
| 2 | 24 | |
| 3 | 16 | |
| 4 | 20 | |
| 5 | 24 | |
| 6 | 26 | |
| 7 | 26 | |
| 8 | 26 | |
| 9 | 26 |
| Value | Count | Frequency (%) |
| 23 | 26 | |
| 22 | 26 | |
| 21 | 26 | |
| 20 | 26 | |
| 19 | 26 | |
| 18 | 26 | |
| 17 | 27 | |
| 16 | 27 | |
| 15 | 27 | |
| 14 | 27 |
holiday
Boolean
HIGH CORRELATION  IMBALANCE 
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 738.0 B |
| False | |
|---|---|
| True | 24 |
| Value | Count | Frequency (%) |
| False | 586 | |
| True | 24 | 3.9% |
weekday
Categorical
HIGH CORRELATION 
| Distinct | 7 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| Saturday | |
|---|---|
| Sunday | |
| Monady | |
| Friday | |
| Wednesday | |
| Other values (2) |
Length
| Max length | 9 |
|---|---|
| Median length | 8 |
| Mean length | 7.1147541 |
| Min length | 6 |
Characters and Unicode
| Total characters | 4340 |
|---|---|
| Distinct characters | 17 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Saturday |
|---|---|
| 2nd row | Saturday |
| 3rd row | Saturday |
| 4th row | Saturday |
| 5th row | Saturday |
Common Values
| Value | Count | Frequency (%) |
| Saturday | 95 | |
| Sunday | 94 | |
| Monady | 93 | |
| Friday | 85 | |
| Wednesday | 84 | |
| Tuesday | 80 | |
| Thursday | 79 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| saturday | 95 | |
| sunday | 94 | |
| monady | 93 | |
| friday | 85 | |
| wednesday | 84 | |
| tuesday | 80 | |
| thursday | 79 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 705 | |
| d | 694 | |
| y | 610 | |
| u | 348 | |
| n | 271 | 6.2% |
| r | 259 | 6.0% |
| e | 248 | 5.7% |
| s | 243 | 5.6% |
| S | 189 | 4.4% |
| T | 159 | 3.7% |
| Other values (7) | 614 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3730 | |
| Uppercase Letter | 610 | 14.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 705 | |
| d | 694 | |
| y | 610 | |
| u | 348 | |
| n | 271 | 7.3% |
| r | 259 | 6.9% |
| e | 248 | 6.6% |
| s | 243 | 6.5% |
| t | 95 | 2.5% |
| o | 93 | 2.5% |
| Other values (2) | 164 | 4.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 189 | |
| T | 159 | |
| M | 93 | |
| F | 85 | |
| W | 84 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4340 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 705 | |
| d | 694 | |
| y | 610 | |
| u | 348 | |
| n | 271 | 6.2% |
| r | 259 | 6.0% |
| e | 248 | 5.7% |
| s | 243 | 5.6% |
| S | 189 | 4.4% |
| T | 159 | 3.7% |
| Other values (7) | 614 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4340 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 705 | |
| d | 694 | |
| y | 610 | |
| u | 348 | |
| n | 271 | 6.2% |
| r | 259 | 6.0% |
| e | 248 | 5.7% |
| s | 243 | 5.6% |
| S | 189 | 4.4% |
| T | 159 | 3.7% |
| Other values (7) | 614 |
weathersit
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | |
| 4 | 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 610 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.2% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 368 | |
| 2 | 194 | |
| 3 | 47 | 7.7% |
| 4 | 1 | 0.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 368 | |
| 2 | 194 | |
| 3 | 47 | 7.7% |
| 4 | 1 | 0.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 368 | |
| 2 | 194 | |
| 3 | 47 | 7.7% |
| 4 | 1 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 610 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 368 | |
| 2 | 194 | |
| 3 | 47 | 7.7% |
| 4 | 1 | 0.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 610 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 368 | |
| 2 | 194 | |
| 3 | 47 | 7.7% |
| 4 | 1 | 0.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 610 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 368 | |
| 2 | 194 | |
| 3 | 47 | 7.7% |
| 4 | 1 | 0.2% |
temp
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 23 |
|---|---|
| Distinct (%) | 3.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.19688525 |
| Minimum | 0.02 |
|---|---|
| Maximum | 0.46 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0.02 |
|---|---|
| 5-th percentile | 0.06 |
| Q1 | 0.16 |
| median | 0.2 |
| Q3 | 0.235 |
| 95-th percentile | 0.36 |
| Maximum | 0.46 |
| Range | 0.44 |
| Interquartile range (IQR) | 0.075 |
Descriptive statistics
| Standard deviation | 0.081303845 |
|---|---|
| Coefficient of variation (CV) | 0.41295042 |
| Kurtosis | 1.2601325 |
| Mean | 0.19688525 |
| Median Absolute Deviation (MAD) | 0.04 |
| Skewness | 0.66508679 |
| Sum | 120.1 |
| Variance | 0.0066103152 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.2 | 89 | |
| 0.16 | 84 | |
| 0.22 | 79 | |
| 0.14 | 56 | |
| 0.18 | 54 | |
| 0.24 | 40 | 6.6% |
| 0.26 | 32 | 5.2% |
| 0.12 | 29 | 4.8% |
| 0.1 | 22 | 3.6% |
| 0.3 | 19 | 3.1% |
| Other values (13) | 106 |
| Value | Count | Frequency (%) |
| 0.02 | 10 | 1.6% |
| 0.04 | 14 | 2.3% |
| 0.06 | 11 | 1.8% |
| 0.08 | 9 | 1.5% |
| 0.1 | 22 | 3.6% |
| 0.12 | 29 | 4.8% |
| 0.14 | 56 | |
| 0.16 | 84 | |
| 0.18 | 54 | |
| 0.2 | 89 |
| Value | Count | Frequency (%) |
| 0.46 | 6 | 1.0% |
| 0.44 | 3 | 0.5% |
| 0.42 | 6 | 1.0% |
| 0.4 | 8 | |
| 0.38 | 3 | 0.5% |
| 0.36 | 8 | |
| 0.34 | 5 | 0.8% |
| 0.32 | 13 | |
| 0.3 | 19 | |
| 0.28 | 10 |
atemp
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 29 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20201754 |
| Minimum | 0 |
|---|---|
| Maximum | 0.4545 |
| Zeros | 2 |
| Zeros (%) | 0.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.0758 |
| Q1 | 0.1515 |
| median | 0.197 |
| Q3 | 0.2424 |
| 95-th percentile | 0.3485 |
| Maximum | 0.4545 |
| Range | 0.4545 |
| Interquartile range (IQR) | 0.0909 |
Descriptive statistics
| Standard deviation | 0.080569827 |
|---|---|
| Coefficient of variation (CV) | 0.39882589 |
| Kurtosis | 0.99018463 |
| Mean | 0.20201754 |
| Median Absolute Deviation (MAD) | 0.0455 |
| Skewness | 0.59206949 |
| Sum | 123.2307 |
| Variance | 0.0064914969 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.197 | 70 | |
| 0.2273 | 64 | 10.5% |
| 0.2121 | 57 | 9.3% |
| 0.1818 | 47 | 7.7% |
| 0.1515 | 45 | 7.4% |
| 0.1212 | 41 | 6.7% |
| 0.1364 | 39 | 6.4% |
| 0.2576 | 38 | 6.2% |
| 0.1667 | 25 | 4.1% |
| 0.2727 | 23 | 3.8% |
| Other values (19) | 161 |
| Value | Count | Frequency (%) |
| 0 | 2 | 0.3% |
| 0.0152 | 2 | 0.3% |
| 0.0303 | 7 | 1.1% |
| 0.0455 | 2 | 0.3% |
| 0.0606 | 10 | 1.6% |
| 0.0758 | 15 | 2.5% |
| 0.0909 | 7 | 1.1% |
| 0.1061 | 17 | |
| 0.1212 | 41 | |
| 0.1364 | 39 |
| Value | Count | Frequency (%) |
| 0.4545 | 5 | 0.8% |
| 0.4394 | 2 | 0.3% |
| 0.4242 | 7 | |
| 0.4091 | 10 | |
| 0.3939 | 2 | 0.3% |
| 0.3485 | 6 | 1.0% |
| 0.3333 | 12 | |
| 0.3182 | 8 | |
| 0.303 | 10 | |
| 0.2879 | 17 |
hum
Real number (ℝ)
| Distinct | 61 |
|---|---|
| Distinct (%) | 10.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.56247541 |
| Minimum | 0.21 |
|---|---|
| Maximum | 1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0.21 |
|---|---|
| 5-th percentile | 0.33 |
| Q1 | 0.4325 |
| median | 0.52 |
| Q3 | 0.69 |
| 95-th percentile | 0.93 |
| Maximum | 1 |
| Range | 0.79 |
| Interquartile range (IQR) | 0.2575 |
Descriptive statistics
| Standard deviation | 0.17544016 |
|---|---|
| Coefficient of variation (CV) | 0.31190725 |
| Kurtosis | -0.48216689 |
| Mean | 0.56247541 |
| Median Absolute Deviation (MAD) | 0.11 |
| Skewness | 0.60955293 |
| Sum | 343.11 |
| Variance | 0.030779248 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.47 | 37 | 6.1% |
| 0.93 | 32 | 5.2% |
| 0.55 | 31 | 5.1% |
| 0.5 | 28 | 4.6% |
| 0.59 | 27 | 4.4% |
| 0.51 | 23 | 3.8% |
| 0.69 | 23 | 3.8% |
| 0.4 | 19 | 3.1% |
| 0.86 | 18 | 3.0% |
| 0.41 | 17 | 2.8% |
| Other values (51) | 355 |
| Value | Count | Frequency (%) |
| 0.21 | 1 | 0.2% |
| 0.25 | 1 | 0.2% |
| 0.26 | 4 | |
| 0.27 | 1 | 0.2% |
| 0.28 | 9 | |
| 0.29 | 1 | 0.2% |
| 0.3 | 9 | |
| 0.32 | 4 | |
| 0.33 | 5 | |
| 0.34 | 3 | 0.5% |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.2% |
| 0.94 | 4 | 0.7% |
| 0.93 | 32 | |
| 0.92 | 1 | 0.2% |
| 0.88 | 4 | 0.7% |
| 0.87 | 10 | 1.6% |
| 0.86 | 18 | |
| 0.82 | 3 | 0.5% |
| 0.81 | 5 | 0.8% |
| 0.8 | 15 |
windspeed
Real number (ℝ)
ZEROS 
| Distinct | 20 |
|---|---|
| Distinct (%) | 3.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.20485098 |
| Minimum | 0 |
|---|---|
| Maximum | 0.5821 |
| Zeros | 62 |
| Zeros (%) | 10.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0.1045 |
| median | 0.194 |
| Q3 | 0.2836 |
| 95-th percentile | 0.4179 |
| Maximum | 0.5821 |
| Range | 0.5821 |
| Interquartile range (IQR) | 0.1791 |
Descriptive statistics
| Standard deviation | 0.12180591 |
|---|---|
| Coefficient of variation (CV) | 0.59460739 |
| Kurtosis | -0.11080241 |
| Mean | 0.20485098 |
| Median Absolute Deviation (MAD) | 0.0895 |
| Skewness | 0.33902938 |
| Sum | 124.9591 |
| Variance | 0.01483668 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.1642 | 65 | |
| 0 | 62 | |
| 0.194 | 54 | |
| 0.1343 | 54 | |
| 0.1045 | 51 | |
| 0.2537 | 49 | |
| 0.2836 | 47 | |
| 0.2239 | 45 | |
| 0.0896 | 45 | |
| 0.3284 | 34 | 5.6% |
| Other values (10) | 104 |
| Value | Count | Frequency (%) |
| 0 | 62 | |
| 0.0896 | 45 | |
| 0.1045 | 51 | |
| 0.1343 | 54 | |
| 0.1642 | 65 | |
| 0.194 | 54 | |
| 0.2239 | 45 | |
| 0.2537 | 49 | |
| 0.2836 | 47 | |
| 0.2985 | 29 |
| Value | Count | Frequency (%) |
| 0.5821 | 3 | 0.5% |
| 0.5522 | 1 | 0.2% |
| 0.5224 | 4 | 0.7% |
| 0.4925 | 1 | 0.2% |
| 0.4627 | 8 | 1.3% |
| 0.4478 | 11 | 1.8% |
| 0.4179 | 11 | 1.8% |
| 0.3881 | 18 | |
| 0.3582 | 18 | |
| 0.3284 | 34 |
casual
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 32 |
|---|---|
| Distinct (%) | 5.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.5016393 |
| Minimum | 0 |
|---|---|
| Maximum | 47 |
| Zeros | 172 |
| Zeros (%) | 28.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 2 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 47 |
| Range | 47 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 6.319945 |
|---|---|
| Coefficient of variation (CV) | 1.4039208 |
| Kurtosis | 9.8806518 |
| Mean | 4.5016393 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 2.7128691 |
| Sum | 2746 |
| Variance | 39.941705 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 172 | |
| 1 | 84 | |
| 3 | 57 | 9.3% |
| 2 | 55 | 9.0% |
| 4 | 38 | 6.2% |
| 5 | 34 | 5.6% |
| 6 | 30 | 4.9% |
| 7 | 22 | 3.6% |
| 8 | 18 | 3.0% |
| 9 | 15 | 2.5% |
| Other values (22) | 85 |
| Value | Count | Frequency (%) |
| 0 | 172 | |
| 1 | 84 | |
| 2 | 55 | 9.0% |
| 3 | 57 | 9.3% |
| 4 | 38 | 6.2% |
| 5 | 34 | 5.6% |
| 6 | 30 | 4.9% |
| 7 | 22 | 3.6% |
| 8 | 18 | 3.0% |
| 9 | 15 | 2.5% |
| Value | Count | Frequency (%) |
| 47 | 1 | 0.2% |
| 41 | 1 | 0.2% |
| 40 | 1 | 0.2% |
| 35 | 2 | |
| 33 | 1 | 0.2% |
| 29 | 3 | |
| 26 | 2 | |
| 24 | 1 | 0.2% |
| 23 | 3 | |
| 22 | 3 |
registered
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 150 |
|---|---|
| Distinct (%) | 24.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.068852 |
| Minimum | 0 |
|---|---|
| Maximum | 247 |
| Zeros | 3 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 14 |
| median | 43 |
| Q3 | 70 |
| 95-th percentile | 155 |
| Maximum | 247 |
| Range | 247 |
| Interquartile range (IQR) | 56 |
Descriptive statistics
| Standard deviation | 47.021204 |
|---|---|
| Coefficient of variation (CV) | 0.92074134 |
| Kurtosis | 2.1650171 |
| Mean | 51.068852 |
| Median Absolute Deviation (MAD) | 28.5 |
| Skewness | 1.4288749 |
| Sum | 31152 |
| Variance | 2210.9936 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 34 | 5.6% |
| 2 | 21 | 3.4% |
| 3 | 17 | 2.8% |
| 6 | 13 | 2.1% |
| 5 | 13 | 2.1% |
| 55 | 12 | 2.0% |
| 54 | 10 | 1.6% |
| 8 | 9 | 1.5% |
| 31 | 9 | 1.5% |
| 26 | 9 | 1.5% |
| Other values (140) | 463 |
| Value | Count | Frequency (%) |
| 0 | 3 | 0.5% |
| 1 | 34 | |
| 2 | 21 | |
| 3 | 17 | |
| 4 | 9 | 1.5% |
| 5 | 13 | 2.1% |
| 6 | 13 | 2.1% |
| 7 | 7 | 1.1% |
| 8 | 9 | 1.5% |
| 9 | 7 | 1.1% |
| Value | Count | Frequency (%) |
| 247 | 1 | |
| 233 | 1 | |
| 218 | 1 | |
| 216 | 1 | |
| 214 | 1 | |
| 210 | 1 | |
| 208 | 1 | |
| 207 | 1 | |
| 202 | 1 | |
| 197 | 1 |
cnt
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 165 |
|---|---|
| Distinct (%) | 27.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.570492 |
| Minimum | 1 |
|---|---|
| Maximum | 249 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 16 |
| median | 47 |
| Q3 | 79.75 |
| 95-th percentile | 158.55 |
| Maximum | 249 |
| Range | 248 |
| Interquartile range (IQR) | 63.75 |
Descriptive statistics
| Standard deviation | 49.316802 |
|---|---|
| Coefficient of variation (CV) | 0.88746383 |
| Kurtosis | 1.5354409 |
| Mean | 55.570492 |
| Median Absolute Deviation (MAD) | 32 |
| Skewness | 1.2435625 |
| Sum | 33898 |
| Variance | 2432.1469 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 32 | 5.2% |
| 2 | 20 | 3.3% |
| 3 | 20 | 3.3% |
| 5 | 15 | 2.5% |
| 57 | 10 | 1.6% |
| 59 | 10 | 1.6% |
| 28 | 10 | 1.6% |
| 36 | 9 | 1.5% |
| 84 | 9 | 1.5% |
| 6 | 9 | 1.5% |
| Other values (155) | 466 |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 2 | 20 | |
| 3 | 20 | |
| 4 | 7 | 1.1% |
| 5 | 15 | |
| 6 | 9 | 1.5% |
| 7 | 8 | 1.3% |
| 8 | 8 | 1.3% |
| 9 | 6 | 1.0% |
| 10 | 3 | 0.5% |
| Value | Count | Frequency (%) |
| 249 | 1 | |
| 238 | 1 | |
| 225 | 1 | |
| 222 | 1 | |
| 219 | 1 | |
| 217 | 2 | |
| 215 | 1 | |
| 212 | 1 | |
| 210 | 1 | |
| 202 | 1 |
| instant | hr | temp | atemp | hum | windspeed | casual | registered | cnt | dteday | holiday | weekday | weathersit | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| instant | 1.000 | 0.025 | -0.221 | -0.237 | 0.040 | -0.046 | -0.036 | 0.054 | 0.032 | 0.917 | 0.595 | 0.447 | 0.285 |
| hr | 0.025 | 1.000 | 0.160 | 0.114 | -0.224 | 0.128 | 0.329 | 0.459 | 0.456 | 0.000 | 0.000 | 0.000 | 0.000 |
| temp | -0.221 | 0.160 | 1.000 | 0.906 | 0.135 | 0.058 | 0.397 | 0.229 | 0.266 | 0.464 | 0.231 | 0.249 | 0.215 |
| atemp | -0.237 | 0.114 | 0.906 | 1.000 | 0.273 | -0.306 | 0.316 | 0.166 | 0.201 | 0.434 | 0.162 | 0.256 | 0.192 |
| hum | 0.040 | -0.224 | 0.135 | 0.273 | 1.000 | -0.341 | -0.329 | -0.313 | -0.314 | 0.353 | 0.084 | 0.212 | 0.375 |
| windspeed | -0.046 | 0.128 | 0.058 | -0.306 | -0.341 | 1.000 | 0.136 | 0.100 | 0.110 | 0.247 | 0.164 | 0.173 | 0.128 |
| casual | -0.036 | 0.329 | 0.397 | 0.316 | -0.329 | 0.136 | 1.000 | 0.602 | 0.667 | 0.145 | 0.000 | 0.097 | 0.000 |
| registered | 0.054 | 0.459 | 0.229 | 0.166 | -0.313 | 0.100 | 0.602 | 1.000 | 0.993 | 0.041 | 0.000 | 0.094 | 0.033 |
| cnt | 0.032 | 0.456 | 0.266 | 0.201 | -0.314 | 0.110 | 0.667 | 0.993 | 1.000 | 0.055 | 0.000 | 0.085 | 0.085 |
| dteday | 0.917 | 0.000 | 0.464 | 0.434 | 0.353 | 0.247 | 0.145 | 0.041 | 0.055 | 1.000 | 0.978 | 0.982 | 0.448 |
| holiday | 0.595 | 0.000 | 0.231 | 0.162 | 0.084 | 0.164 | 0.000 | 0.000 | 0.000 | 0.978 | 1.000 | 0.467 | 0.223 |
| weekday | 0.447 | 0.000 | 0.249 | 0.256 | 0.212 | 0.173 | 0.097 | 0.094 | 0.085 | 0.982 | 0.467 | 1.000 | 0.157 |
| weathersit | 0.285 | 0.000 | 0.215 | 0.192 | 0.375 | 0.128 | 0.000 | 0.033 | 0.085 | 0.448 | 0.223 | 0.157 | 1.000 |
| instant | dteday | season | hr | holiday | weekday | weathersit | temp | atemp | hum | windspeed | casual | registered | cnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 01-01-2011 | Spring | 0 | False | Saturday | 1 | 0.24 | 0.2879 | 0.81 | 0.0000 | 3 | 13 | 16 |
| 1 | 2 | 01-01-2011 | Spring | 1 | False | Saturday | 1 | 0.22 | 0.2727 | 0.80 | 0.0000 | 8 | 32 | 40 |
| 2 | 3 | 01-01-2011 | Spring | 2 | False | Saturday | 1 | 0.22 | 0.2727 | 0.80 | 0.0000 | 5 | 27 | 32 |
| 3 | 4 | 01-01-2011 | Spring | 3 | False | Saturday | 1 | 0.24 | 0.2879 | 0.75 | 0.0000 | 3 | 10 | 13 |
| 4 | 5 | 01-01-2011 | Spring | 4 | False | Saturday | 1 | 0.24 | 0.2879 | 0.75 | 0.0000 | 0 | 1 | 1 |
| 5 | 6 | 01-01-2011 | Spring | 5 | False | Saturday | 2 | 0.24 | 0.2576 | 0.75 | 0.0896 | 0 | 1 | 1 |
| 6 | 7 | 01-01-2011 | Spring | 6 | False | Saturday | 1 | 0.22 | 0.2727 | 0.80 | 0.0000 | 2 | 0 | 2 |
| 7 | 8 | 01-01-2011 | Spring | 7 | False | Saturday | 1 | 0.20 | 0.2576 | 0.86 | 0.0000 | 1 | 2 | 3 |
| 8 | 9 | 01-01-2011 | Spring | 8 | False | Saturday | 1 | 0.24 | 0.2576 | 0.75 | 0.0000 | 1 | 7 | 8 |
| 9 | 10 | 01-01-2011 | Spring | 9 | False | Saturday | 1 | 0.32 | 0.3485 | 0.76 | 0.0000 | 8 | 6 | 14 |
| instant | dteday | season | hr | holiday | weekday | weathersit | temp | atemp | hum | windspeed | casual | registered | cnt | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 600 | 601 | 28-01-2011 | Spring | 6 | False | Friday | 2 | 0.18 | 0.1970 | 0.80 | 0.1343 | 0 | 16 | 16 |
| 601 | 602 | 28-01-2011 | Spring | 7 | False | Friday | 2 | 0.16 | 0.1970 | 0.86 | 0.0896 | 2 | 58 | 60 |
| 602 | 603 | 28-01-2011 | Spring | 8 | False | Friday | 2 | 0.16 | 0.1970 | 0.86 | 0.0896 | 2 | 155 | 157 |
| 603 | 604 | 28-01-2011 | Spring | 9 | False | Friday | 3 | 0.18 | 0.2121 | 0.86 | 0.0896 | 6 | 95 | 101 |
| 604 | 605 | 28-01-2011 | Spring | 10 | False | Friday | 3 | 0.18 | 0.2121 | 0.86 | 0.1045 | 0 | 49 | 49 |
| 605 | 606 | 28-01-2011 | Spring | 11 | False | Friday | 3 | 0.18 | 0.2121 | 0.93 | 0.1045 | 0 | 30 | 30 |
| 606 | 607 | 28-01-2011 | Spring | 12 | False | Friday | 3 | 0.18 | 0.2121 | 0.93 | 0.1045 | 1 | 28 | 29 |
| 607 | 608 | 28-01-2011 | Spring | 13 | False | Friday | 3 | 0.18 | 0.2121 | 0.93 | 0.1045 | 0 | 31 | 31 |
| 608 | 609 | 28-01-2011 | Spring | 14 | False | Friday | 3 | 0.22 | 0.2727 | 0.80 | 0.0000 | 2 | 36 | 38 |
| 609 | 610 | 28-01-2011 | Spring | 15 | False | Friday | 2 | 0.20 | 0.2576 | 0.86 | 0.0000 | 1 | 40 | 41 |